## 《动手学深度学习》

第二版预览版

跳转第一版

面向中文读者的能运行、可讨论的深度学习教科书

含 NumPy/MXNet、PyTorch 和 TensorFlow 实现

被全球 50 个国家 200 所大学用于教学

### 公告

- 【在线课程每周直播中】 3月20日起北京时间每周六、日下午1:00至2:30直播教学《动手学深度学习》。无须缴费或注册，欢迎参加！
- 【关注第二版更新】 英文版第一章至第十章、第十二章至第十三章已翻译至中文版第二版，并含多种深度学习框架的实现。 英文版还新增了注意力机制、 BERT、 自然语言推断、 推荐系统和深度学习的数学等。 如果想及时获取最新修订或增添的信息， 请关注本书的中文开源项目和英文开源项目。
- 【购买第一版纸质书（上架4周重印2次，累计3万+册）】 纸质书在内容上与在线版大致相同，但力求在样式、术语标注、语言表述、用词规范、标点以及图、表、章节的索引上符合出版标准和学术规范。 可以在 京东、 当当、 天猫 购买全彩精装版； 或者在 京东、 当当、 天猫 购买黑白平装版。 [新书榜] [关于样书]
- 【免费资源（新增中文版课件）】 在校学生和老师可以申请用于本书学习或教学的免费计算资源。 课件、作业、教学视频等资源可参考伯克利“深度学习导论” 课程大纲 中的链接（中文版课件）。 基于本书较早草稿内容的中文教学视频在： B站 和 Youtube。 [关于资源]

## 作者

### 阿斯顿·张

亚马逊高级科学家

### 扎卡里 C. 立顿

亚马逊科学家，美国卡内基梅隆大学助理教授

### 李沐

亚马逊资深首席科学家

### 亚历山大 J. 斯莫拉

亚马逊副总裁/杰出科学家

## 第二卷章节作者

### 布伦特 沃尼斯

亚马逊高级科学家
深度学习的数学

### 瑞潮儿·胡

亚马逊科学家
深度学习的数学

### 张帅

苏黎世联邦理工学院博士后
推荐系统

### 郑毅

谷歌科学家
推荐系统

## 框架改编者

### 阿尼如 达格

印度理工学院罗克分校
PyTorch改编

### 唐源

蚂蚁集团高级工程师
TensorFlow改编

## 中文版译者

### 何孝霆

亚马逊解决方案架构师

### 瑞潮儿·胡

亚马逊科学家

### 感谢来自社区的 100+ 位贡献者

#### 为本书贡献

Star Fork

## 每一小节都是可以运行的 Jupyter 记事本

你可以自由修改代码和超参数来获取及时反馈，从而积累深度学习的实战经验。

本地运行

亚马逊
SageMaker

谷歌
Colab

## 公式 + 图示 + 代码

我们不仅结合文字、公式和图示来阐明深度学习里常用的模型和算法，还提供代码来演示如何从零开始实现它们，并使用真实数据来提供一个交互式的学习体验。

## 活跃社区支持

你可以通过每个章节最后的链接来同社区的数千名小伙伴一起讨论学习。

## 本书（中英文版）被用作教材或参考书

Alexandria University
Amity University
Ateneo de Naga University
Australian National University
Birla Institute of Technology and Science, Hyderabad
Boston University
Brandeis University
Brown University
Cairo University
Carnegie Mellon University
College of Engineering Pune
Columbia University
Duke University
Durban University of Technology
Emory University
Eötvös Loránd University
Escuela Politécnica Nacional
Federal University Lokoja
Fudan University
Gayatri Vidya Parishad College of Engineering (Autonomous)
Gazi Üniversitesi
George Mason University
Georgetown University
Georgia Institute of Technology
Golden Gate University
Habib University
Hamad Bin Khalifa University
Hangzhou Dianzi University
Hankuk University of Foreign Studies
Harbin Institute of Technology
Hasso-Plattner-Institut
Heinrich-Heine-Universität Düsseldorf
Hertie School
Hiroshima University
Ho Chi Minh City University of Foreign Languages and Information Technology
Hochschule Bremen
Hochschule für Technik und Wirtschaft
Hong Kong University of Science and Technology
Huazhong University of Science and Technology
Imperial College London
IMT Mines Alès
Indian Institute of Technology Bombay
Indian Institute of Technology Jodhpur
Indian Institute of Technology Kanpur
Indian Institute of Technology Kharagpur
Indian Institute of Technology Mandi
Indian Institute of Technology Ropar
Indira Gandhi National Open University
Indraprastha Institute of Information Technology, Delhi
Institut catholique d'arts et métiers (ICAM)
Institut de recherche en informatique de Toulouse
Institut Supérieur d'Informatique et des Techniques de Communication
Institut Supérieur De L'electronique Et Du Numérique
Instituto Tecnológico Autónomo de México
Instituto Tecnológico de Buenos Aires
İstanbul Teknik Üniversitesi
IT-Universitetet i København
Johns Hopkins University
King Abdullah University of Science and Technology
King Fahd University of Petroleum and Minerals
Kongu Engineering College
KPR Institute of Engineering and Technology
Kyungpook National University
Lancaster University
Leading Unviersity
Leibniz Universität Hannover
Leuphana University of Lüneburg
London School of Economics & Political Science
Make School
Massachusetts Institute of Technology
McGill University
Milwaukee School of Engineering
Minia University
Mohammed V University in Rabat
Monash University
Multimedia University
National Chung Hsing University
National Institute of Technical Teachers Training & Research
National Institute of Technology, Warangal
National Sun Yat-sen University
National Taiwan University
National Technical University of Athens
National Technical University of Ukraine
National United University
National University of Singapore
Nazarbayev University
New York University
Newman University
North Ossetian State University
Northeastern University
Northwestern University
Ohio University
Pakuan University
Peking University
Pohang University of Science and Technology
Politecnico di Milano
Pontificia Universidad Católica de Chile
Portland State University
Purdue University
Queen's University
Radboud Universiteit
Rowan University
Rutgers, The State University of New Jersey
Sapienza Università di Roma
Seoul National University of Science and Technology
Shanghai Jiao Tong University
Shanghai University of Finance and Economics
Shenzhen University
Simon Fraser University
Sogang University
Southern New Hampshire University
St. Pölten University of Applied Sciences
Stanford University
Stevens Institute of Technology
Sungkyunkwan University
Technische Universität Berlin
Technische Universiteit Delft
Tekirdağ Namık Kemal Üniversitesi
Texas A&M University
Thapar Institute of Engineering and Technology
The Cyprus Institute
The State University of New York at Binghamton
The University of Texas at Austin
Tsinghua University
Umeå University
Universidad Carlos III de Madrid
Universidad de Zaragoza
Universidad Militar Nueva Granada
Universidad Nacional Agraria La Molina
Universidad Nacional de Colombia Sede Manizales
Universidad Tecnológica de Pereira
Universidade Católica de Brasília
Universidade Estadual de Campinas
Universidade Federal de Minas Gerais
Universidade Federal de Ouro Preto
Universidade Federal do Rio Grande
Universidade NOVA de Lisboa
Universidade Presbiteriana Mackenzie
Università degli Studi di Bari Aldo Moro
Università degli Studi di Brescia
Università degli Studi di Catania
Università degli Studi di Padova
Universitas Andalas, Padang
Universitas Udayana
Universitat de Barcelona
Universität Heidelberg
Universitat Politècnica de Catalunya
Universitatea Babeș-Bolyai
Universitatea de Vest din Timișoara
Université de technologie de Compiègne
Université Paris-Saclay
University of Arkansas
University of Augsburg
University of California, Berkeley
University of California, Irvine
University of California, Los Angeles
University of California, San Diego
University of California, Santa Barbara
University of California, Santa Cruz
University of Cambridge
University of Canberra
University of Cincinnati
University of Copenhagen
University of Florida
University of Hull
University of Iceland
University of Idaho
University of Illinois at Urbana-Champaign
University of International Business and Economics
University of Liège
University of Maryland
University of Michigan
University of Minnesota, Twin Cities
University of Moratuwa
University of New Hampshire
University of Newcastle
University of North Carolina at Chapel Hill
University of North Texas
University of Northern Philippines
University of Pennsylvania
University of Pittsburgh
University of São Paulo
University of Science and Technology of China
University of Southern Maine
University of St Andrews
University of Technology Sydney
University of Tehran
University of Warsaw
University of Washington
University of Waterloo
University of Wisconsin Madison
Univerzita Komenského v Bratislave
Vardhaman College of Engineering
Vardhman Mahaveer Open University
Vietnamese-German University
Wageningen University
West Virginia University
Western University
Xavier University Bhubaneswar
Xi'an Jiaotong Liverpool University
Xiamen University
Yeshiva University
Yunnan University
Zhejiang University

#### 如果你使用（或将要使用）本书教学并希望收到免费纸质版图书， 请联系我们。

### 英文版引用

`

    @article{zhang2021dive,
        title={Dive into Deep Learning},
        author={Zhang, Aston and Lipton, Zachary C. and Li, Mu and Smola, Alexander J.},
        journal={arXiv preprint arXiv:2106.11342},
        year={2021}
    }

`

## 目录